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John Vaccaro (johniac)SciTech Chronicles. . . . . . . . .Mar 27th, 2025<a href="https://bit.ly/stc032725" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://bit.ly/stc032725</a><a href="https://mastodon.social/tags/Rarotonga" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Rarotonga</a> <a href="https://mastodon.social/tags/Aitutaki" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Aitutaki</a> <a href="https://mastodon.social/tags/SBMA" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#SBMA</a> <a href="https://mastodon.social/tags/hotspot" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#hotspot</a> <a href="https://mastodon.social/tags/carbon" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#carbon</a>-fluorine <a href="https://mastodon.social/tags/phosphorus" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#phosphorus</a> <a href="https://mastodon.social/tags/Fluorspar" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Fluorspar</a> <a href="https://mastodon.social/tags/mechanochemical" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#mechanochemical</a> <a href="https://mastodon.social/tags/heterogeneity" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#heterogeneity</a> <a href="https://mastodon.social/tags/generalized" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#generalized</a> <a href="https://mastodon.social/tags/framework" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#framework</a> <a href="https://mastodon.social/tags/large" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#large</a>-scale <a href="https://mastodon.social/tags/formation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#formation</a> <a href="https://mastodon.social/tags/planetary" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#planetary</a> <a href="https://mastodon.social/tags/fluid" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#fluid</a>-mechanics <a href="https://mastodon.social/tags/chemistry" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#chemistry</a> <a href="https://mastodon.social/tags/polymers" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#polymers</a> <a href="https://mastodon.social/tags/cross" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#cross</a>-linked <a href="https://mastodon.social/tags/diimide" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#diimide</a> <a href="https://mastodon.social/tags/E" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#E</a>-factor

JMLR'Functional L-Optimality Subsampling for Functional Generalized Linear Models with Massive Data', by Hua Liu, Jinhong You, Jiguo Cao.<a href="http://jmlr.org/papers/v24/22-0614.html" rel="nofollow noopener noreferrer" translate="no" target="_blank">http://jmlr.org/papers/v24/22-0614.html</a> <a href="https://sigmoid.social/tags/subsampling" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#subsampling</a> <a href="https://sigmoid.social/tags/subsamples" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#subsamples</a> <a href="https://sigmoid.social/tags/generalized" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#generalized</a>

Christos Argyropoulos MD, PhDThis is an example that compares fitting a <a href="https://mstdn.science/tags/logistic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#logistic</a> regression as a <a href="https://mstdn.science/tags/generalized" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#generalized</a> <a href="https://mstdn.science/tags/linear" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#linear</a> <a href="https://mstdn.science/tags/model" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#model</a> <a href="https://mstdn.science/tags/GLM" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#GLM</a> & as an <a href="https://mstdn.science/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#AI</a> <a href="https://mstdn.science/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#MachineLearning</a> using <a href="https://mstdn.science/tags/tensorflow" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#tensorflow</a>. Marvel at the computational waste (number of epochs ; a typical IWLS <a href="https://mstdn.science/tags/GLM" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#GLM</a> fit converges in <10 iterations) <a href="https://atm.amegroups.org/article/view/30334/html" rel="nofollow noopener noreferrer" target="_blank">https://atm.amegroups.org/article/view/30334/html</a>

mj<a href="https://scicomm.xyz/@Empiricism" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@Empiricism</a> Sometimes I can be too subtle, other times too cryptic.My "added comments" would be just hoping to extend what I find to be valuable posts. Stronger critique or disagreement would (hopefully) be more obvious!I think the term <a href="https://c.im/tags/CognitiveDissonance" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#CognitiveDissonance</a> isn't going away, nor should be. I think <a href="https://c.im/tags/CognitiveHarmony" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#CognitiveHarmony</a> fits very well with it. When "solutions aren't clear" then we have a false state of harmony, no? [problem > solution > (harmony?) bias > correction > harmony!]So now we can see that 'truth' (as applied to <a href="https://c.im/tags/ScientificConsensus" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ScientificConsensus</a>) plays a role, in addition to perception. [The <a href="https://c.im/tags/historic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#historic</a> unsolved problem of perception of <a href="https://c.im/tags/consonance" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#consonance</a> deals directly with the human side, where <a href="https://c.im/tags/perception" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#perception</a> & opinion reign. This perception of "sounds right/good" does not cross <a href="https://c.im/tags/cultural" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#cultural</a> boundaries without its own dissonance.]So we have both <a href="https://c.im/tags/binary" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#binary</a> situations (T/F) and <a href="https://c.im/tags/trinary" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#trinary</a> (and beyond), where there is no <a href="https://c.im/tags/ExcludedMiddle" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ExcludedMiddle</a>, no right/wrong. I'd like to invoke a <a href="https://c.im/tags/systemic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#systemic</a> description that can accommodate these different levels.Even if this is just meant for individuals, a <a href="https://c.im/tags/gradient" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#gradient</a>, <a href="https://c.im/tags/quantitative" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#quantitative</a> style of <a href="https://c.im/tags/measurement" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#measurement</a> could be a helpful addition to what you laid out. It can help us be more <a href="https://c.im/tags/adaptable" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#adaptable</a>, accepting of change or differences, not feeling 'stupid' when wrong (or viewing others through that lens), participate more effectively in <a href="https://c.im/tags/democratic" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#democratic</a> & scientific <a href="https://c.im/tags/processes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#processes</a>, etc.This is a <a href="https://c.im/tags/generalized" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#generalized</a> enough idea that it is able to cross over into many, even disparate <a href="https://c.im/tags/disciplines" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#disciplines</a>. I think we align with the desire to improve existing <a href="https://c.im/tags/models" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#models</a>, including the way they are communicated to the public.

♆ • Max ✅<a href="https://mastodon.social/@andrewstroehlein" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@andrewstroehlein</a> i don't have a straight forward one:it has to be backed up by <a href="https://mastodon.social/tags/thoughtful" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#thoughtful</a> <a href="https://mastodon.social/tags/transparent" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#transparent</a> <a href="https://mastodon.social/tags/systems" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#systems</a> can be <a href="https://mastodon.social/tags/crowd" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#crowd</a> <a href="https://mastodon.social/tags/sourced" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#sourced</a> (<a href="https://mastodon.social/tags/guaranteed" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#guaranteed</a> and <a href="https://mastodon.social/tags/robust" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#robust</a> <a href="https://mastodon.social/tags/education" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#education</a> system for the crowd to be able to weigh in maybe)subject matter experts (<a href="https://mastodon.social/tags/sme" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#sme</a>) and <a href="https://mastodon.social/tags/generalized" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#generalized</a> jack of all trades kinda <a href="https://mastodon.social/tags/experts" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#experts</a> acting as additional <a href="https://mastodon.social/tags/layers" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#layers</a> of <a href="https://mastodon.social/tags/checks" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#checks</a> and <a href="https://mastodon.social/tags/balances" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#balances</a> (should be not <a href="https://mastodon.social/tags/beholden" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#beholden</a> to special interest groups, <a href="https://mastodon.social/tags/sig" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#sig</a>)

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